It is physically impossible to build a transistor smaller than an atom. So yes, Moore's law is going to stop.
However it is possible to build a computer out of different parts than transistors. Before transistors we used tubes.
A harder limit is
https://en.wikipedia.org/wiki/Landauer%27s_principle, and we have a long time to reach it yet.